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Time-lapse full-waveform permeability inversion: a feasibility study (2403.04083v1)

Published 6 Mar 2024 in physics.geo-ph, cs.CE, cs.NA, math-ph, math.MP, and math.NA

Abstract: Time-lapse seismic monitoring necessitates integrated workflows that combine seismic and reservoir modeling to enhance reservoir property estimation. We present a feasibility study of an end-to-end inversion framework that directly inverts for permeability from prestack time-lapse seismic data. To assess the method's robustness, we design experiments focusing on its sensitivity to initial models and potential errors in modeling. Our study leverages the Compass model to simulate CO2 storage in saline aquifers, which is derived from well and seismic data from the North Sea, a candidate site for geological carbon storage.

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References (37)
  1. Bloice, Marcus D., Christof Stocker, and Andreas Holzinger. 2017. “Augmentor: An Image Augmentation Library for Machine Learning.” https://doi.org/10.48550/ARXIV.1708.04680.
  2. Bosch, Miguel, Luis Cara, Juan Rodrigues, Alonso Navarro, and Manuel Díaz. 2007. “A Monte Carlo Approach to the Joint Estimation of Reservoir and Elastic Parameters from Seismic Amplitudes.” GEOPHYSICS 72 (6): O29–39. https://doi.org/10.1190/1.2783766.
  3. Bosch, Miguel, Tapan Mukerji, and Ezequiel F. Gonzalez. 2010. “Seismic Inversion for Reservoir Properties Combining Statistical Rock Physics and Geostatistics: A Review.” GEOPHYSICS 75 (5): 75A165–76. https://doi.org/10.1190/1.3478209.
  4. Chadwick, R. A., D. Noy, R. Arts, and O. Eiken. 2009. “Latest Time-Lapse Seismic Data from Sleipner Yield New Insights into CO2 Plume Development.” Energy Procedia 1 (1): 2103–10. https://doi.org/10.1016/j.egypro.2009.01.274.
  5. Costa, Antonio. 2006. “Permeability-Porosity Relationship: A Reexamination of the Kozeny-Carman Equation Based on a Fractal Pore-Space Geometry Assumption.” Geophysical Research Letters 33 (2).
  6. E. Jones, C., J. A. Edgar, J. I. Selvage, and H. Crook. 2012. “Building Complex Synthetic Models to Evaluate Acquisition Geometries and Velocity Inversion Technologies.” Proceedings, June. https://doi.org/10.3997/2214-4609.20148575.
  7. Eikrem, Kjersti Solberg, Geir Nævdal, Morten Jakobsen, and Yan Chen. 2016. “Bayesian Estimation of Reservoir Properties—effects of Uncertainty Quantification of 4D Seismic Data.” Computational Geosciences 20 (6): 1211–29. https://doi.org/10.1007/s10596-016-9585-0.
  8. Erdinc, Huseyin Tuna, Abhinav Prakash Gahlot, Ziyi Yin, Mathias Louboutin, and Felix J. Herrmann. 2022. “De-Risking Carbon Capture and Sequestration with Explainable CO2 Leakage Detection in Time-Lapse Seismic Monitoring Images.” https://doi.org/10.48550/ARXIV.2212.08596.
  9. Furre, Anne-Kari, Ola Eiken, Håvard Alnes, Jonas Nesland Vevatne, and Anders Fredrik Kiær. 2017. “20 Years of Monitoring CO2-Injection at Sleipner.” Energy Procedia 114: 3916–26. https://doi.org/https://doi.org/10.1016/j.egypro.2017.03.1523.
  10. Gahlot, Abhinav Prakash, Huseyin Tuna Erdinc, Rafael Orozco, Ziyi Yin, and Felix J Herrmann. 2023. “Inference of CO2 Flow Patterns–a Feasibility Study.” arXiv Preprint arXiv:2311.00290.
  11. Grady, Thomas J, Rishi Khan, Mathias Louboutin, Ziyi Yin, Philipp A Witte, Ranveer Chandra, Russell J Hewett, and Felix J Herrmann. 2023. “Model-Parallel Fourier Neural Operators as Learned Surrogates for Large-Scale Parametric PDEs.” Computers & Geosciences, 105402.
  12. Herrmann, Felix J. 2023. “President’s Page: Digital Twins in the Era of Generative AI.” The Leading Edge 42 (11): 730–32.
  13. Hicks, Erik, Henning Hoeber, Marianne Houbiers, Séverine Pannetier Lescoffit, Andrew Ratcliffe, and Vetle Vinje. 2016. “Time-Lapse Full-Waveform Inversion as a Reservoir-Monitoring Tool — A North Sea Case Study.” The Leading Edge 35 (10): 850–58. https://doi.org/10.1190/tle35100850.1.
  14. Hu, Qi, Dario Grana, and Kristopher A Innanen. 2022. “Feasibility of Seismic Time-Lapse Monitoring of CO2 with Rock Physics Parametrized Full Waveform Inversion.” Geophysical Journal International 233 (1): 402–19. https://doi.org/10.1093/gji/ggac462.
  15. Krogstad, Stein, Knut–Andreas Lie, Olav Møyner, Halvor Møll Nilsen, Xavier Raynaud, and Bård Skaflestad. 2015. “MRST-AD–an Open-Source Framework for Rapid Prototyping and Evaluation of Reservoir Simulation Problems.” In SPE Reservoir Simulation Conference?, D022S002R004. SPE.
  16. Li, Dongzhuo, Kailai Xu, Jerry M Harris, and Eric Darve. 2020. “Coupled Time-Lapse Full-Waveform Inversion for Subsurface Flow Problems Using Intrusive Automatic Differentiation.” Water Resources Research 56 (8): e2019WR027032.
  17. Louboutin, Mathias, Fabio Luporini, Michael Lange, Navjot Kukreja, Philipp A. Witte, Felix J. Herrmann, Paulius Velesko, and Gerard J. Gorman. 2019. “Devito (V3.1.0): An Embedded Domain-Specific Language for Finite Differences and Geophysical Exploration.” Geoscientific Model Development. https://doi.org/10.5194/gmd-12-1165-2019.
  18. Louboutin, Mathias, Ziyi Yin, Rafael Orozco, Thomas J. Grady, Ali Siahkoohi, Gabrio Rizzuti, Philipp A. Witte, Olav Møyner, Gerard J. Gorman, and Felix J. Herrmann. 2023. “Learned Multiphysics Inversion with Differentiable Programming and Machine Learning.” The Leading Edge 42 (7): 474–86. https://doi.org/10.1190/tle42070474.1.
  19. Lumley, David. 2010. “4D Seismic Monitoring of CO 2 Sequestration.” The Leading Edge 29 (2): 150–55.
  20. Lumley, David E. 2001. “Time-Lapse Seismic Reservoir Monitoring.” Geophysics 66 (1): 50–53.
  21. Luporini, Fabio, Mathias Louboutin, Michael Lange, Navjot Kukreja, Philipp Witte, Jan Hückelheim, Charles Yount, Paul HJ Kelly, Felix J Herrmann, and Gerard J Gorman. 2020. “Architecture and Performance of Devito, a System for Automated Stencil Computation.” ACM Transactions on Mathematical Software (TOMS) 46 (1): 1–28.
  22. MacBeth, Colin. 2004. “A Classification for the Pressure-Sensitivity Properties of a Sandstone Rock Frame.” GEOPHYSICS 69 (2): 497–510. https://doi.org/10.1190/1.1707070.
  23. MacBeth, Colin, Mariano Floricich, and Juan Soldo. 2006. “Going Quantitative with 4D Seismic Analysis.” Geophysical Prospecting 54 (3): 303–17. https://doi.org/10.1111/j.1365-2478.2006.00536.x.
  24. Pruess, Karsten, and Jan Nordbotten. 2011. “Numerical Simulation Studies of the Long-Term Evolution of a CO2 Plume in a Saline Aquifer with a Sloping Caprock.” Transport in Porous Media 90 (1): 135–51.
  25. Rahman, Taufiq, Maxim Lebedev, Ahmed Barifcani, and Stefan Iglauer. 2016. “Residual Trapping of Supercritical CO2 in Oil-Wet Sandstone.” Journal of Colloid and Interface Science 469 (May): 63–68. https://doi.org/10.1016/j.jcis.2016.02.020.
  26. Ringrose, Philip. 2020. How to Store CO2 Underground: Insights from Early-Mover CCS Projects. Springer.
  27. Stacey, Robert W, and Michael J Williams. 2017. “Validation of ECLIPSE Reservoir Simulator for Geothermal Problems.” GRC Transactions 41: 2095–2109.
  28. Tarantola, Albert. 1984. “Inversion of Seismic Reflection Data in the Acoustic Approximation.” Geophysics 49 (8): 1259–66.
  29. Vasco, D. W., Henk Keers, Jalal Khazanehdari, and Anthony Cooke. 2008. “Seismic Imaging of Reservoir Flow Properties: Resolving Water Influx and Reservoir Permeability.” GEOPHYSICS 73 (1): O1–13. https://doi.org/10.1190/1.2789395.
  30. Vasco, Don W., Akhil Datta-Gupta, Ron Behrens, Pat Condon, and James Rickett. 2004. “Seismic Imaging of Reservoir Flow Properties: Time-Lapse Amplitude Changes.” GEOPHYSICS 69 (6): 1425–42. https://doi.org/10.1190/1.1836817.
  31. Wei, Lei, Prasenjit Roy, Todd Dygert, David Grimes, and Mason Edwards. 2017. “Estimation of Reservoir Pressure and Saturation Changes from 4D Inverted Elastic Properties.” SEG Technical Program Expanded Abstracts 2017, August. https://doi.org/10.1190/segam2017-17733336.1.
  32. Witte, Philipp A., Mathias Louboutin, Navjot Kukreja, Fabio Luporini, Michael Lange, Gerard J. Gorman, and Felix J. Herrmann. 2019. “A Large-Scale Framework for Symbolic Implementations of Seismic Inversion Algorithms in Julia.” Geophysics 84 (3): F57–71. https://doi.org/10.1190/geo2018-0174.1.
  33. Yin, Ziyi, Huseyin Tuna Erdinc, Abhinav Prakash Gahlot, Mathias Louboutin, and Felix J Herrmann. 2023. “Derisking Geologic Carbon Storage from High-Resolution Time-Lapse Seismic to Explainable Leakage Detection.” The Leading Edge 42 (1): 69–76.
  34. Yin, Ziyi, Rafael Orozco, Mathias Louboutin, and Felix J Herrmann. 2023a. “WISE: Full-Waveform Variational Inference via Subsurface Extensions.” arXiv Preprint arXiv:2401.06230.
  35. Yin, Ziyi, Rafael Orozco, Mathias Louboutin, and Felix J. Herrmann. 2023b. “Solving Multiphysics-Based Inverse Problems with Learned Surrogates and Constraints.” Advanced Modeling and Simulation in Engineering Sciences 10 (1). https://doi.org/10.1186/s40323-023-00252-0.
  36. Yin, Ziyi, Ali Siahkoohi, Mathias Louboutin, and Felix J. Herrmann. 2022. “Learned Coupled Inversion for Carbon Sequestration Monitoring and Forecasting with Fourier Neural Operators.” https://doi.org/10.1190/image2022-3722848.1.
  37. Zhang, Zhishuai, Behnam Jafarpour, and Lianlin Li. 2014. “Inference of Permeability Heterogeneity from Joint Inversion of Transient Flow and Temperature Data.” Water Resources Research 50 (6): 4710–25. https://doi.org/10.1002/2013wr013801.
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